BOSTON—First responders to the Boston Marathon bombing are openly seeking mental-health counseling, in a sign of how attitudes have changed toward the treatment of psychological trauma after Sept. 11, 2001, and the Iraq and Afghanistan wars.

The Boston Fire Department said its counselors have been working long hours to help firefighters cope with...